10 actions in 4 pieces of software · ranked by words, meaning and measured trust · 901 ms

1. 1io.github.bitMacrocode/charmfound in code, not yet checkedno passport yet
   • charm_lookup

     Look up verified OEM part numbers, torque specs, fluid capacities, and service procedures for vehicles 1982-2013.

   • charm_list_makes

     List all vehicle manufacturers covered by CHARM (1982-2013). Use to check coverage before a lookup.

2. 2charm-mcpfound in code, not yet checkedno passport yet

   MCP serverqkal/charm-mcp

   • ctx_doctor

     Diagnose charm installation. Runs all checks server-side and

   • ctx_index

     Index documentation or knowledge content into a searchable BM25 knowledge base.

   • ctx_stats

     Returns context consumption statistics for the current session.

   • ctx_fetch_and_index

     Fetches URL content, converts HTML to markdown, indexes into searchable knowledge base,

   • ctx_upgrade

     Show prompt-based Charm bootstrap instructions.

3. 3mcp-charmfound in code, not yet checkedno passport yet
   • browse_make

     Browse available years for a given car make on charm.li. For example, browse_make('Ford') returns all years (1982–2013) for which Ford manuals exist. Use browse_manuals with a year path to see models for that year.

   • list_makes

     List all car makes available on charm.li (Operation CHARM free service manuals). Returns an array of make names like Acura, BMW, Ford, Toyota, etc.

4. 4charm-playerfound in code, not yet checkedno passport yet

   MCP servercharmmmz/charm-player

   • sonos_list_groups

     List currently discovered Sonos groups and their cached playback state.